DISCOVERY Children's Museum is a nonprofit children's museum in Las Vegas, Nevada. Formerly known as Lied Discovery Children's museum, this 58,000-square-foot, three-story space is now located adjacent to The Smith Center in Downtown Las Vegas. The Museum sees roughly 250,000 visitors each year.